Assessing the influence of atmospheric and topographic correction and inclusion of SWIR bands in burned scars detection from high-resolution EO imagery: a case study using ASTER
作者： Yahia Abbi Said , George P. Petropoulos , Prashant K. Srivastava
DOI: 10.1007/S11069-015-1792-9
关键词:
摘要: In the present study, effect of atmospheric and topographic correction to burned area delineation from Earth Observation (EO) imagery is explored. Furthermore, potential added value inclusion shortwave infrared (SWIR) bands for improving retrievals cartography investigated. particular, capability ASTER when combined with maximum likelihood (ML) support vector machines (SVMs) classification techniques examined herein. As a case Mediterranean site on which fire event occurred in Greece during 2007 post-fire was available used. The combination (orthorectification) SWIR returned most accurate results detection. SVMs showed highest accuracy, showing promising delineating areas. scar mapping were obtained use an orthorectified image spectral bands, at least this our study site. Our offer very important contribution understanding high-resolution such as that estimation. This also corroborates usefulness processing step be incorporated modelling schemes areas data. Findings potentially provide useful information towards development EO-based aim operationally services related estimation area. considerable scientific practical wider users’ community given continuation free access today observations space sensors globally.
springer.com
cabdirect.org
sci-hub.se 参考文章(54)
Richard C. Rothermel, A Mathematical Model for Predicting Fire Spread in Wildland Fuels ,(2017)
CO Justice, S Korontzi, CW Dull, BS Lee, BJ Stocks, PGH Frost, DR Cahoon, JMC Pereira, S Flasse, A Hoffman, JAR Pereira, F González-Alonso, S Trigg, MJP Vasconcelos, S Bartalev, TJ Lynham, G Korovin, JM Grégoire, D Stroppiana, Z Li, S Pinnock, H Eva, O Arino, JM Rosaz, I Csiszar, CD Elvidge, I Nelson, VR Hobson, J Safran, KE Baugh, EM Prins, J Schmetz, LP Flynn, DW Hillger, JM Feltz, D Oertel, K Briess, HP Roeser, H Jahn, B Zhukov, F Lanzl, P Haschberger, J Gonzalo, IF Tourné, G Gutman, YJ Kaufman, C Ichoku, R Fraser, A Trishchenko, L Giglio, JZ Jin, X Yu, I Piccolini, E Kasischke, F Siegert, E Chuvieco, P Martin, J Pereira, JMN Silva, D Roy, PM Barbosa, P Romanov, FJ Ahern, AS Belward, J Goldammer, Global and Regional Vegetation Fire Monitoring from Space: Planning a Coordinated International Effort ,(2001)
G. H. Mitri, I. Z. Gitas, D. X. Viegas, The development of an object-oriented classification model for operational burned area mapping on the Mediterranean island of Thasos using LANDSAT TM images. Forest fire research and wildland fire safety: Proceedings of IV International Conference on Forest Fire Research 2002 Wildland Fire Safety Summit, Luso, Coimbra, Portugal, 18-23 November 2002. ,(2002)
F. Pérez-Cabello, J. de la Riva Fernández, R. Montorio Llovería, A. García-Martín, Mapping erosion‐sensitive areas after wildfires using fieldwork, remote sensing, and geographic information systems techniques on a regional scale Journal of Geophysical Research. ,vol. 111, ,(2006) , 10.1029/2005JG000148
Eric S. Kasischke, Nancy H.F. French, Locating and estimating the areal extent of wildfires in alaskan boreal forests using multiple-season AVHRR NDVI composite data Remote Sensing of Environment. ,vol. 51, pp. 263- 275 ,(1995) , 10.1016/0034-4257(93)00074-J
Giles M. Foody, Ajay Mathur, Toward intelligent training of supervised image classifications: directing training data acquisition for SVM classification Remote Sensing of Environment. ,vol. 93, pp. 107- 117 ,(2004) , 10.1016/J.RSE.2004.06.017
Michael Simon, S Plummer, F Fierens, Judith J Hoelzemann, O Arino, Burnt area detection at global scale using ATSR-2: The GLOBSCAR products and their qualification Journal of Geophysical Research. ,vol. 109, ,(2004) , 10.1029/2003JD003622
EMILIO CHUVIECO, LOUIS GIGLIO, CHRIS JUSTICE, Global characterization of fire activity: toward defining fire regimes from Earth observation data Global Change Biology. ,vol. 14, pp. 1488- 1502 ,(2008) , 10.1111/J.1365-2486.2008.01585.X
X. Cao, J. Chen, B. Matsushita, H. Imura, L. Wang, An automatic method for burn scar mapping using support vector machines Journal of remote sensing. ,vol. 30, pp. 577- 594 ,(2009) , 10.1080/01431160802220219
Georgios Boustras, Nikolaos Boukas, Forest fires’ impact on tourism development: a comparative study of Greece and Cyprus Management of Environmental Quality: An International Journal. ,vol. 24, pp. 498- 511 ,(2013) , 10.1108/MEQ-09-2012-0058